{"id":62882,"date":"2012-07-27T00:00:00","date_gmt":"2012-07-27T00:00:00","guid":{"rendered":"https:\/\/rockcontent.com\/blog\/45-ways-to-communicate-two-quantities\/"},"modified":"2025-09-15T14:52:55","modified_gmt":"2025-09-15T17:52:55","slug":"45-ways-to-communicate-two-quantities","status":"publish","type":"post","link":"https:\/\/pingback.com\/en\/resources\/45-ways-to-communicate-two-quantities\/","title":{"rendered":"45 Ways to Communicate Two Quantities"},"content":{"rendered":"<p>Back in 2010, I was giving a workshop on interactive data visualization in Lima, Per\u00fa, discussing whether a dataset has a unique or at least an ideal way to be visualized.   For a simple data structure &#8212; a list of some hundreds of numbers, for instance &#8212; around half of 20 participants were convinced that there&#8217;s one way that is clearly better in communicating the data, regardless of the unit of the values, their range, meaning, context and possible aim of the visualization.   This discussion actually came out as a consequence of another idea, which resonated with most participants, as well: that there should be a guide that indicates the best way to visualize each possible dataset.  So I proposed the following exercise:   <\/p>\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>let&#8217;s try to find all possible ways to visualize a ludicrously small data set of two numbers. Afterwords, let&#8217;s try to pick the best visualization. <\/p>\n<\/blockquote>\n<p>    With such a tiny dataset, you would think we would complete both exercises in less than 5 minutes. Yet, we spent more than two hours without having actually accomplished either of the two tasks.   Not only was the number of possible ways to visualize two values far higher than expected, but also each single visualization method admitted multiple and interesting variations and opened new questions and discussions.  The following is a list of different ways to visualize two numbers. In many cases, the visualization depends directly on the unit, meaning, interpretation and context of the values. Some of the examples might be seen as variations of the same theme, others will be perceived as excessively eccentric or even esoteric. On the other hand, I&#8217;m sure many of you will come up with visualization methods not included in the list (in which case, please include them in the comments!).  I explain only some of the methods; in general they are clear and well known. Some have a very bad reputation, but I won&#8217;t get into that kind of discussion. I&#8217;ll also avoid the discussion about which method is better according to the context and goal.  <\/p>\n<h2 class=\"wp-block-heading\">75 and 37<\/h2>\n<p> 1. writing, number notation <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m01C.png\"><img data-opt-id=1891633277  data-opt-src=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m01C.png\"  decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" alt=\"\" class=\"wp-image-5931\"\/><\/a><\/figure>\n<\/div>\n<p>  &nbsp; 2. squares <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m02C.png\"><img data-opt-id=94257274  data-opt-src=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m02C.png\"  decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" alt=\"\" class=\"wp-image-5932\"\/><\/a><\/figure>\n<\/div>\n<p>  &nbsp; 3. repeated icon <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m03C.png\"><img data-opt-id=152866100  data-opt-src=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m03C.png\"  decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" alt=\"\" class=\"wp-image-5933\"\/><\/a><\/figure>\n<\/div>\n<p>  &nbsp; 4. hundreds, tens, units, decimals\u2026 represented by squares <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m04C.png\"><img data-opt-id=169401487  data-opt-src=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m04C.png\"  decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" alt=\"\" class=\"wp-image-5934\"\/><\/a><\/figure>\n<\/div>\n<p>  &nbsp; 5. bars <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m05C.png\"><img data-opt-id=678428813  data-opt-src=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m05C.png\"  decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" alt=\"\" class=\"wp-image-5935\"\/><\/a><\/figure>\n<\/div>\n<p>  &nbsp; 6. line graph <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m06C.png\"><img data-opt-id=36854576  data-opt-src=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m06C.png\"  decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" alt=\"\" class=\"wp-image-5936\"\/><\/a><\/figure>\n<\/div>\n<p>  &nbsp; 7. percentages bars <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m07C.png\"><img data-opt-id=680421589  data-opt-src=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m07C.png\"  decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" alt=\"\" class=\"wp-image-5937\"\/><\/a><\/figure>\n<\/div>\n<p>  &nbsp; 8. spliced bar <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m08C.png\"><img data-opt-id=896105412  data-opt-src=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m08C.png\"  decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" alt=\"\" class=\"wp-image-5973\"\/><\/a><\/figure>\n<\/div>\n<p>  &nbsp; 9. proportion <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m09C.png\"><img data-opt-id=1473254118  data-opt-src=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m09C.png\"  decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" alt=\"\" class=\"wp-image-5938\"\/><\/a><\/figure>\n<\/div>\n<p>  &nbsp; 10. interval <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m10C.png\"><img data-opt-id=1735882600  data-opt-src=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m10C.png\"  decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" alt=\"\" class=\"wp-image-5939\"\/><\/a><\/figure>\n<\/div>\n<p>  &nbsp; 11. squares merged <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m11C.png\"><img data-opt-id=1867555112  data-opt-src=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m11C.png\"  decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" alt=\"\" class=\"wp-image-5940\"\/><\/a><\/figure>\n<\/div>\n<p>  &nbsp; 12. percentages in squares <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m12C.png\"><img data-opt-id=230618967  data-opt-src=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m12C.png\"  decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" alt=\"\" class=\"wp-image-5941\"\/><\/a><\/figure>\n<\/div>\n<p>  &nbsp; 13. pie charts <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m13C.png\"><img data-opt-id=684738781  data-opt-src=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m13C.png\"  decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" alt=\"\" class=\"wp-image-5942\"\/><\/a><\/figure>\n<\/div>\n<p>  &nbsp; 14. donut chart <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m14C.png\"><img data-opt-id=1824248045  data-opt-src=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m14C.png\"  decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" alt=\"\" class=\"wp-image-5943\"\/><\/a><\/figure>\n<\/div>\n<p>  &nbsp; 15. circle areas <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m15C.png\"><img data-opt-id=1969592141  data-opt-src=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m15C.png\"  decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" alt=\"\" class=\"wp-image-5944\"\/><\/a><\/figure>\n<\/div>\n<p>  &nbsp; 16. semi-circle areas <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m16C.png\"><img data-opt-id=160206042  data-opt-src=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m16C.png\"  decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" alt=\"\" class=\"wp-image-5945\"\/><\/a><\/figure>\n<\/div>\n<p>  &nbsp; 17. circle and external ring <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m17C.png\"><img data-opt-id=25896870  data-opt-src=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m17C.png\"  decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" alt=\"\" class=\"wp-image-5946\"\/><\/a><figcaption>It might be interpreted that the second value is represented by the complete bigger circle, including the hidden surface. I&#8217;ve made some tests on this, asking people, and obtaining different interpretations.&#8221;]<\/figcaption><\/figure>\n<\/div>\n<p>  &nbsp; 18. co-centered circles <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img data-opt-id=602734840  data-opt-src=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m18C.png\"  decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" alt=\"\" class=\"wp-image-5947\"\/><figcaption>Can be interpreted as the case <em>17.<\/em> Adding a shadow or even some tridimensional representation are attempts to &#8216;separate&#8217; the two circles, thus trying to avoid the ambiguity.&#8221;]<\/figcaption><\/figure>\n<\/div>\n<p>  &nbsp; 19. square divided <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img data-opt-id=1292940390  data-opt-src=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m19C.png\"  decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" alt=\"\" class=\"wp-image-5948\"\/><figcaption>Same ambiguity problem as in <em>17.<\/em> and <em>18.<\/em>: the reader can interpret that the bigger number is associated with the entire square, or only with the visible part.&#8221;]<\/figcaption><\/figure>\n<\/div>\n<p>  &nbsp; 20. shape divided <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m20C.png\"><img data-opt-id=1113177065  data-opt-src=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m20C.png\"  decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" alt=\"\" class=\"wp-image-5949\"\/><\/a><\/figure>\n<\/div>\n<p>  &nbsp; 21. square surfaces <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m21C.png\"><img data-opt-id=1485165510  data-opt-src=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m21C.png\"  decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" alt=\"\" class=\"wp-image-5950\"\/><\/a><\/figure>\n<\/div>\n<p>  &nbsp; 22. shape surfaces <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m22C.png\"><img data-opt-id=1475222086  data-opt-src=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m22C.png\"  decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" alt=\"\" class=\"wp-image-5951\"\/><\/a><\/figure>\n<\/div>\n<p>  &nbsp; 23. different shape surfaces <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m23C.png\"><img data-opt-id=1233662204  data-opt-src=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m23C.png\"  decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" alt=\"\" class=\"wp-image-5952\"\/><\/a><\/figure>\n<\/div>\n<p>  &nbsp; 24. icon surfaces <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m24C.png\"><img data-opt-id=138069944  data-opt-src=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m24C.png\"  decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" alt=\"\" class=\"wp-image-5953\"\/><\/a><\/figure>\n<\/div>\n<p>  &nbsp; 25. icon height <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m25C.png\"><img data-opt-id=706326909  data-opt-src=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m25C.png\"  decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" alt=\"\" class=\"wp-image-5954\"\/><\/a><figcaption>In this case, it is the metaphor and an explicit message making it clear that the values are represented by the height of the icon and not its surface.&#8221;]<\/figcaption><\/figure>\n<\/div>\n<p>  &nbsp; 26. volumes <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m26C.png\"><img data-opt-id=775743898  data-opt-src=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m26C.png\"  decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" alt=\"\" class=\"wp-image-5955\"\/><\/a><\/figure>\n<\/div>\n<p>  &nbsp; 27. special metaphors <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m27C.png\"><img data-opt-id=705716172  data-opt-src=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m27C.png\"  decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" alt=\"\" class=\"wp-image-5956\"\/><\/a><\/figure>\n<\/div>\n<p>  &nbsp; 28. gray tones <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m28C.png\"><img data-opt-id=312847948  data-opt-src=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m28C.png\"  decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" alt=\"\" class=\"wp-image-5957\"\/><\/a><\/figure>\n<\/div>\n<p>  &nbsp; 29. color scale <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m29C.png\"><img data-opt-id=174285493  data-opt-src=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m29C.png\"  decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" alt=\"\" class=\"wp-image-5958\"\/><\/a><\/figure>\n<\/div>\n<p>  &nbsp; 30. geometric proportions <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m30C.png\"><img data-opt-id=1685212152  data-opt-src=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m30C.png\"  decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" alt=\"\" class=\"wp-image-5959\"\/><\/a><\/figure>\n<\/div>\n<p>  &nbsp; 31. horizontal\/vertical proportions <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m31C.png\"><img data-opt-id=1225785845  data-opt-src=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m31C.png\"  decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" alt=\"\" class=\"wp-image-5960\"\/><\/a><\/figure>\n<\/div>\n<p>  &nbsp; 32. coordinates <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m32C.png\"><img data-opt-id=537032209  data-opt-src=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m32C.png\"  decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" alt=\"\" class=\"wp-image-5961\"\/><\/a><\/figure>\n<\/div>\n<p>  &nbsp; 33. angles <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m33C.png\"><img data-opt-id=236278224  data-opt-src=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m33C.png\"  decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" alt=\"\" class=\"wp-image-5962\"\/><\/a><\/figure>\n<\/div>\n<p>  &nbsp; 34. geographic coordinates <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m34C.png\"><img data-opt-id=2142476199  data-opt-src=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m34C.png\"  decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" alt=\"\" class=\"wp-image-5963\"\/><\/a><\/figure>\n<\/div>\n<p>  &nbsp; 35. values associated to countries <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m35C.png\"><img data-opt-id=746345745  data-opt-src=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m35C.png\"  decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" alt=\"\" class=\"wp-image-5964\"\/><\/a><\/figure>\n<\/div>\n<p>  &nbsp; 36. density <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m36C.png\"><img data-opt-id=633958505  data-opt-src=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m36C.png\"  decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" alt=\"\" class=\"wp-image-5965\"\/><\/a><\/figure>\n<\/div>\n<p>  &nbsp; 37. percentages \/ density <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m37C.png\"><img data-opt-id=2071437430  data-opt-src=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m37C.png\"  decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" alt=\"\" class=\"wp-image-5979\"\/><\/a><\/figure>\n<\/div>\n<p>  &nbsp; 38. dashed <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m38C.png\"><img data-opt-id=629700389  data-opt-src=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m38C.png\"  decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" alt=\"\" class=\"wp-image-5966\"\/><\/a><\/figure>\n<\/div>\n<p>  &nbsp; 39. nodes and connections in a network <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m39C.png\"><img data-opt-id=1231279736  data-opt-src=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m39C.png\"  decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" alt=\"\" class=\"wp-image-5967\"\/><\/a><\/figure>\n<\/div>\n<p>  &nbsp; 40. parameters of a mathematical function <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m40C.png\"><img data-opt-id=2045828247  data-opt-src=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m40C.png\"  decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" alt=\"\" class=\"wp-image-5968\"\/><\/a><\/figure>\n<\/div>\n<p>  &nbsp; 41. harmonic frequencies <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m41C.png\"><img data-opt-id=1522371874  data-opt-src=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m41C.png\"  decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" alt=\"\" class=\"wp-image-5969\"\/><\/a><\/figure>\n<\/div>\n<p>  &nbsp; 42. pulses frequencies (in pulses per minute) <\/p>\n<figure><iframe src=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/pulses.html\" width=\"160px\" height=\"160px\" scrolling=\"no\" style=\"border:0px\"><\/iframe><\/figure>\n<p>  &nbsp; 43. rotation frequencies (in revolutions per minute) <\/p>\n<figure><iframe src=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/rotations.html\" width=\"160px\" height=\"160px\" scrolling=\"no\" style=\"border:0px\"><\/iframe><\/figure>\n<p>  &nbsp; 44. sound frequencies (in Herz)  <em>a.<\/em> 75: &nbsp;&nbsp;&nbsp;&nbsp;and 37:  <em>b.<\/em> 37 to 75:  &nbsp; 45. fat fonts <\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m45C.png\"><img data-opt-id=1229474672  data-opt-src=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/m45C.png\"  decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" alt=\"\" class=\"wp-image-5970\"\/><\/a><\/figure>\n<\/div>\n<h2 class=\"wp-block-heading\">So what&#8217;s the point of this list?<\/h2>\n<p> I&#8217;m sure this list is not complete and could be organized in better ways. But I don&#8217;t think it&#8217;s possible to build a definitive list &#8212; it just doesn&#8217;t exist. New ideas will always appear (like in <em>45.<\/em>)  Among the methods mentioned in this list, some are scalable to bigger lists of numbers, and others are not. That&#8217;s because they don&#8217;t depict each value separately; rather, they say something about the relation between the values (for instance the ones that represent proportion, or the coordinate systems).   By adding more numbers to the list, the amount of possible combinations rises exponentially. What happens if we move to other, richer datasets &#8212; lets say a table containing a list of countries, lists of numbers, and lists of dates? (I&#8217;m talking about small datasets anyway, nothing that could be called &#8216;big data&#8217;.)   The data set not only contains more values, it contains different units. And not only could each list be interpreted and contextualized in different ways, the relations between lists and individual values can be interpreted and contextualized differently.  <\/p>\n<p>When you really start breaking apart how these options could work, you see that context always wins over convention. You could, for example, try to show 75 and 37 as sound frequencies, and someone in audio engineering might grasp that instantly\u2014while the rest of us squint and shrug. Sometimes a wild diagram or unconventional metaphor will communicate fastest in a particular setting and be totally baffling in another. You find yourself thinking less about \u201cwhat\u2019s the best\u201d and more about \u201cfor whom, and for what situation.\u201d If nothing else, that\u2019s a humbling realization.<\/p>\n<p>And here\u2019s another wrinkle: the act of choosing a visualization isn\u2019t a neutral move. Every chart, icon, or spatial trick comes with assumptions about what matters\u2014comparison, sequence, quantity, story, maybe even mood. A designer\u2019s background seeps into the act, intentionally or not. Even the \u201cbad\u201d methods we ignored in that workshop\u2014like 3D pie charts or wobbly pictograms\u2014might be exactly right for a specific audience (kids? the purposely ironic?). It\u2019s hard to admit, but often there\u2019s more personality in our visualization choices than we\u2019d like to think.<\/p>\n<p>This is the classic complexity context: simple elements that interact; you add more elements and the number of possible interesting (meaningful) patterns increases dramatically.     <\/p>\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>Information visualization is a language. <\/p>\n<\/blockquote>\n<p>  A language able to explain the world, tell stories, point specific facts and objects, elaborate ambiguous messages, defend arguments, attack arguments and carry ideas and ideologies.   As any language, visualization works with combinatoric and generative rules. And as with any language, it&#8217;s just impossible to delineate its borders or enlist all the objects it can produce. It&#8217;s not a coincidence that I started and ended the list with text (from millennial to to the most recent notations): I see visualization as an extension of writing.  By combining some of the methods of this list, it&#8217;s possible to create new ones: co-centered donut charts (<em>14.<\/em>) can be used to visualize tree structures, dashed shapes (<em>38.<\/em>) can be used on maps, line graphs with solid shapes (<em>6.c.<\/em>) can evolve to steam graphs, free shapes with surfaces proportional to values (<em>23.<\/em>) can be found in cartograms or non-rectangular treemaps; with fat fonts (<em>45.<\/em>) it&#8217;s possible to build special heat-maps, etc.  The purpose of this list is to stimulate this kind of combinatorial, generative and <a href=\"https:\/\/pingback.com\/en\/resources\/creative-thinking-skills\/\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"creative thinking (opens in a new tab)\">creative thinking<\/a>. Doing this exercise in Lima was a thoughtful experience for every participant, it raised multiple new ideas and debates, and that&#8217;s what I wanted to bring here. Don&#8217;t take this list as 45 answers to a question, but as 45 points of departure for new questions.  <\/p>\n<hr class=\"wp-block-separator\"\/>\n<h2 class=\"wp-block-heading\">References:<\/h2>\n<p>  <a href=\"https:\/\/books.google.com.ar\/books?id=3aPbGd3hkBAC&amp;printsec=frontcover\" target=\"_blank\" rel=\"noopener noreferrer\">Exercices in Style<\/a>  <a href=\"https:\/\/fatfonts.org\" target=\"_blank\" rel=\"noopener noreferrer\">FatFonts<\/a>  <a href=\"https:\/\/books.google.com.ar\/books\/about\/The_Grammar_Of_Graphics.html?id=_kRX4LoFfGQC&amp;redir_esc=y\" target=\"_blank\" rel=\"noopener noreferrer\">The Grammar of Graphics<\/a>  <a href=\"https:\/\/books.google.com.ar\/books?id=LT1RXREvkGIC\" target=\"_blank\" rel=\"noopener noreferrer\">Information Graphics<\/a>  <\/p>\n<hr class=\"wp-block-separator\"\/>\n<p>  A PDF poster of the images in this post can be downloaded <a href=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2012\/07\/poster75and37.pdf\">here<\/a>.  \u00a0 <em>Santiago Ortiz is a mathematician, educator, developer, researcher , freelancer. He creates interactive visualization projects. <a href=\"https:\/\/moebio.com\">https:\/\/moebio.com<\/a> <a rel=\"noopener noreferrer\" href=\"https:\/\/twitter.com\/moebio\/\" target=\"_blank\">@moebio<\/a><\/em><\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><a href=\"https:\/\/resources.rockcontent.com\/communicate-complex-data?utm_source=rockcontent-blog&#038;utm_medium=referral\" target=\"_blank\" rel=\"noreferrer noopener\"><img data-opt-id=1343538510  data-opt-src=\"https:\/\/s3.amazonaws.com\/scribblelive-com-prod\/wp-content\/uploads\/2020\/11\/Communicate-complex-data.png\"  decoding=\"async\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" alt=\"Guide to visually communicate complex data - Promotional Banner\" class=\"wp-image-13563\"\/><\/a><\/figure>\n<\/div>\n<p> }}<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Back in 2010, I was giving a workshop on interactive data visualization in Lima, Per\u00fa, discussing whether a dataset has a unique or at least an ideal way to be visualized. For a simple data structure &#8212; a list of some hundreds of numbers, for instance &#8212; around half of 20 participants were convinced that [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":53068,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-62882","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-sem-categoria"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>45 Ways to Communicate Two Quantities - Pingback<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/pingback.com\/en\/resources\/45-ways-to-communicate-two-quantities\/\" \/>\n<meta property=\"og:locale\" content=\"pt_BR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"45 Ways to Communicate Two Quantities - Pingback\" \/>\n<meta property=\"og:description\" content=\"Back in 2010, I was giving a workshop on interactive data visualization in Lima, Per\u00fa, discussing whether a dataset has a unique or at least an ideal way to be visualized. 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